AI Slop Code Risk Monitor

wandb/openui

Name: wandb/openui — TypeScript Code Quality & Security Review | AI Slop Code Risk Monitor
Creator: AI Slop Code Risk Monitor

Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

OpenUI let's you describe UI using your imagination, then see it rendered live.

2.1 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for wandb/openui, a TypeScript project with 22,720 GitHub stars. SynthScan examined 33,340 lines of code across 138 source files, recording 50 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 2.1 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

2.1

Adjusted Signal

2.1

Raw Pattern Score

100%

Time Factor

2026-10-22

Last Push

22.7K

Stars

TypeScript

Language

33.3K

Lines of Code

138

Files

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 3.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 22 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.9/100 · LOW

Are imports declared and package/API names verified? 6 finding(s).

Agent Over-Engineering Ratio 6.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 33 finding(s).

PR Review Velocity Impact 11.0/100 · LOW

Which changes need focused human review? 50 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 2MEDIUM 9LOW 39

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 50 distinct pattern matches across 9 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Excessive Try-Catch Wrapping20 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	backend/openui/server.py	355	except Exception as e:	CODE
LOW⚡	backend/openui/server.py	399	except Exception:	CODE
LOW⚡	backend/openui/server.py	407	except Exception:	CODE
LOW⚡	backend/openui/server.py	417	except Exception:	CODE
LOW⚡	backend/openui/server.py	425	except Exception:	CODE
MEDIUM	backend/openui/server.py	394	def get_openai_models():	CODE
MEDIUM	backend/openui/server.py	404	def get_ollama_models():	CODE
MEDIUM	backend/openui/server.py	412	def get_groq_models():	CODE
MEDIUM	backend/openui/server.py	422	def get_litellm_models():	CODE
LOW	backend/openui/litellm.py	117	except Exception as e:	CODE
LOW	backend/openui/ollama.py	75	except Exception as e:	CODE
LOW	backend/openui/ollama.py	96	except Exception as e:	CODE
MEDIUM	backend/openui/ollama.py	80	def generator():	CODE
LOW	backend/openui/__main__.py	25	except Exception as e:	CODE
LOW	backend/openui/tui/code.py	62	except Exception:	CODE
LOW	backend/openui/eval/prompt_to_img.py	39	except Exception as e:	CODE
MEDIUM	backend/openui/eval/prompt_to_img.py	40	print(f"Error parsing frontmatter: {e}")	CODE
LOW	backend/openui/eval/evaluate_weave.py	214	except Exception as e:	STRING
MEDIUM	backend/openui/eval/evaluate_weave.py	215	print(f"Error parsing frontmatter: {e}")	STRING
LOW⚡	backend/openui/eval/promptsearch.py	250	except Exception as e:	STRING

Hyper-Verbose Identifiers11 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	backend/openui/server.py	220	async def validation_exception_handler(	CODE
LOW	backend/openui/server.py	266	async def generic_exception_handler(request: Request, exc: Exception):	CODE
LOW	backend/openui/util/screenshots.py	16	async def set_window_size_for_screenshot(page, target_width, target_height):	CODE
LOW	backend/openui/tui/code.py	48	def on_directory_tree_file_selected(	CODE
LOW	backend/openui/tui/markdown.py	116	def action_toggle_table_of_contents(self) -> None:	CODE
LOW	backend/openui/eval/promptsearch.py	78	def _extract_new_prompt_from_response(self, response: str) -> str:	CODE
LOW	backend/openui/eval/promptsearch.py	108	def mutate_template_with_learnings(self, prompt_template: str, learning_list: list) -> str:	STRING
LOW	backend/openui/eval/promptsearch.py	165	def get_learnings_from_random_rows(self, score_dataset_rows: list) -> list:	STRING
LOW	backend/openui/eval/promptsearch.py	181	def get_learnings_from_best_vs_random_rows(self, score_dataset_rows: list) -> list:	STRING
LOW⚡	backend/openui/eval/promptsearch.py	257	def get_learnings_from_dataset_rows(self, dataset_rows: list) -> list:	STRING
LOW⚡	backend/openui/eval/promptsearch.py	262	def _eval_prompt_model_on_dataset(self):	STRING

Deep Nesting8 hits · 8 pts

Severity	File	Line	Context
LOW	backend/openui/server.py	112	CODE
LOW	backend/openui/server.py	312	CODE
LOW	backend/openui/server.py	455	CODE
LOW	backend/openui/ollama.py	42	CODE
LOW	backend/openui/__main__.py	14	CODE
LOW	backend/openui/eval/prompt_to_img.py	23	CODE
LOW	backend/openui/eval/to_fine_tune.py	100	CODE
LOW	backend/openui/eval/evaluate_weave.py	197	CODE

Cross-Language Confusion1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	backend/openui/ollama.py	16	# data: {"id":"chatcmpl-8omUbwmXu2rsLNcpMQWB0Q9gm0RHZ","object":"chat.completion.chunk","created":1707113497,"model":"gp	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/openui/logs.py	8	# Create a handler for the logger (you may need to adapt this based on your needs)	COMMENT
MEDIUM	backend/openui/logs.py	14	# Create a formatter and set it for the handler	COMMENT

Unused Imports5 hits · 5 pts

Severity	File	Line	Context
LOW	backend/openui/dummy.py	6	CODE
LOW	backend/openui/util/__init__.py	2	CODE
LOW	backend/openui/util/__init__.py	3	CODE
LOW	backend/openui/eval/evaluate_weave.py	10	CODE
LOW	backend/openui/eval/promptsearch.py	9	CODE

Empty Error Handlers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	backend/openui/__main__.py	25	except Exception as e:	CODE

Over-Commented Block1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	frontend/playwright.config.ts	61	// },	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	backend/openui/util/__init__.py	13	__all__ = ["gen_screenshots", "get_git_user_email"]	CODE